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TestEnvironment.py
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TestEnvironment.py
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#!/usr/bin/env python
# -*- coding: utf-8 -*-
"""本程序用于对航班恢复算法的结果提供检验模型"""
import numpy as np
import matplotlib.pyplot as plt
from FlightRecovery.EnvironmentData import EnvironmentData as ED
from FlightRecovery.AirportClass import Airport
from FlightRecovery.PlaneClass import Plane
from FlightRecovery.FlightClass import Flight
from FlightRecovery.PassengerClass import Passenger
class Environment(object):
"""测试环境"""
def __init__(self):
#构建所有的机场对象
File=open("C:\\Users\\Administrator\\Documents\\Python Project\\FlightRecovery\\Airport.txt",'r+')
lines=File.readlines()
Airports=[]
for line in lines:
item=line.strip()
airport=Airport(item)
Airports.append(airport)
self.Airports=Airports
airport=self.getAirport('OVS')
airport.maxOff[:]=10
airport.maxLand[:]=10
airport.maxLand[0]=500
closeST=1461348000
closeET=1461358800
st=ED['STARTTIME']
it=ED['INTERVAL']
sIndex=(closeST-st)//it
eIndex=(closeET-st)//it
if((closeET-st)%it!=0):
eIndex+=1
eIndex=int(eIndex)
airport.maxOff[sIndex:eIndex]=0
airport.maxLand[sIndex:eIndex]=0
#构建所有的飞机类
question=ED['QUESTION']
if(question==1):
File = open("C:\\Users\\Administrator\\Documents\\Python Project\\FlightRecovery\\Aircraft_1.txt", 'r+')
else:
File = open("C:\\Users\\Administrator\\Documents\\Python Project\\FlightRecovery\\Aircraft.txt", 'r+')
lines = File.readlines()
Planes = []
for line in lines:
items = line.strip().split('\t')
startAirport=self.getAirport(items[4])
plane = Plane(items[0],items[1],int(items[2]),int(items[3]),startAirport,int(items[5]))
Planes.append(plane)
self.Planes = Planes
#构建所有航班类
if(question==1):
file = open("C:\\Users\\Administrator\\Documents\\Python Project\\FlightRecovery\\Schedules_1.txt", 'r+')
else:
file = open("C:\\Users\\Administrator\\Documents\\Python Project\\FlightRecovery\\Schedules.txt", 'r+')
lines=file.readlines()
Flights=[]
for line in lines:
items=line.strip().split('\t')
plane=self.getPlane(items[6])
startAirport=self.getAirport(items[3])
arriveAirport=self.getAirport(items[4])
flight=Flight(int(items[0]),int(items[1]),int(items[2]),startAirport,arriveAirport,plane)
Flights.append(flight)
self.Flights=Flights
self.Flights.sort()
# self.error=[]
#构建所有的旅客类
file = open("C:\\Users\\Administrator\\Documents\\Python Project\\FlightRecovery\\PaxinfoAfterCheck.txt", 'r+')
lines=file.readlines()
self.passengerID=set()
Passengers=[]
for line in lines:
items=line.strip().split('\t')
flight=self.getFlight(int(items[1]))
# if(flight==None):
# self.error.append(line)
passenger=Passenger(items[0],flight,int(items[2]))
Passengers.append(passenger)
self.passengerID.add(items[0])
self.Passengers=Passengers
# print("Airport quantity",len(self.Airports))
# print("plane quantity",len(self.Planes))
# print("flight quantity",len(self.Flights))
self.PlaneToAirport()
self.PassengerToFlight()
# self.ExecuteFlight()
# self.outputFile()
# error=self.error
# File = open("C:\\Users\\Administrator\\Documents\\Python Project\\FlightRecovery\\error.txt", 'w+')
# for lines in error:
# File.writelines(lines)
#将飞机运入机场机库
def PlaneToAirport(self):
st=ED['STARTTIME']
planes=self.Planes
airports=self.Airports
for plane in planes:
plane.startAirport.PlaneLand(plane,st)
#将乘客送入机舱,注意机舱属性附属于航班,而不是飞机
def PassengerToFlight(self):
passengers=self.Passengers
for passenger in passengers:
flight=passenger.flight
# if(flight==None):
# continue
success=True
if(flight==None):
passenger.status="refuse"
else:
success=flight.addPassenger(passenger)
if(not success):
self.ChangeTicket(passenger)
#执行航班任务
def ExecuteFlight(self):
Flights=self.Flights.copy()
Flights.sort(reverse=True)
while(len(Flights)!=0):
flight=Flights.pop()
if(flight.id=='174777634'):
st=ED['STARTTIME']
it=ED['INTERVAL']
if((flight.realStartTime-st)//it==273):
print('stop')
ready=flight.startAirport.canOff(flight)
if(not ready):
if(flight.delay()):
Flights.append(flight)
Flights.sort(reverse=True)
continue
else:
continue
ready=flight.arriveAirport.canLand(flight)
if(not ready):
if (flight.delay()):
Flights.append(flight)
Flights.sort(reverse=True)
continue
else:
continue
ready=flight.realPlane.isWaiting(flight.realStartTime,flight.realArriveTime)
if(not ready):
if(flight.CanExchange):
isOK=flight.startAirport.exchangePlane(flight)
if(not isOK):
if (flight.delay()):
Flights.append(flight)
Flights.sort(reverse=True)
continue
else:
continue
else:
if (flight.delay()):
Flights.append(flight)
Flights.sort(reverse=True)
continue
else:
continue
flight.realPlane.addTask(flight.realStartTime,flight.realArriveTime)
flight.startAirport.PlaneOff(flight.realPlane,flight.realStartTime)
flight.arriveAirport.PlaneLand(flight.realPlane,flight.realArriveTime)
flight.finish()
#机票改签
def ChangeTicket(self,passenger):
print('passenger id:{0},flight id:{1} is changing ticket'.format(passenger.id,passenger.flight.id))
st=passenger.flight.startTime
sA=passenger.flight.startAirport
aA=passenger.flight.arriveAirport
flights=self.Flights
option=[]
for flight in flights:
if((flight.startAirport==sA)and(flight.arriveAirport==aA)and(flight.startTime>st)):
if((flight.population+passenger.population)<flight.plane.population):
option.append(flight)
if(len(option)==0):
passenger.status='refuse'
# print("change ticket failed")
return False
aim=option[0]
waitTime=option.startTime-st
for op in option:
if((op.startTime-st)<waitTime):
aim=op
passenger.flight=aim
aim.addPassenger(passenger)
# print("change ticket succeed")
return True
#通过id获得相应飞机
def getPlane(self,id):
planes=self.Planes
for plane in planes:
if(id==plane.id):
return plane
return None
# 通过id获得相应机场
def getAirport(self,id):
airports=self.Airports
for airport in airports:
if(id==airport.id):
return airport
return None
# 通过id获得相应航班
def getFlight(self,id):
flights=self.Flights
for flight in flights:
if(id==flight.id):
return flight
return None
#输出文件
def outputFile(self):
st=ED['STARTTIME']
it=ED['INTERVAL']
file=open("C:\\Users\\Administrator\\Documents\\Python Project\\FlightRecovery\\outcome.txt",'w+')
self.Flights.sort()
for flight in self.Flights:
str='{0}\t{1}\t{2}\t{3}\t{4}\t{5}\t{6}\t{7}\t{8}\t{9}\t{10}\t{11}\t{12}\r\n'.format(
flight.id,
flight.startTime,
flight.realStartTime,
flight.arriveTime,
flight.realArriveTime,
# (flight.startTime - st) // it,
# (flight.realStartTime - st) // it,
# (flight.arriveTime - st) // it,
# (flight.realArriveTime - st) // it,
flight.startAirport.id,
flight.arriveAirport.id,
flight.plane.style,
flight.realPlane.style,
flight.plane.id,
flight.realPlane.id,
flight.realStartTime-flight.startTime,
flight.status
)
file.writelines(str)
file.close()
# airport=self.getAirport('PXM')
# data=np.zeros(len(airport.hangar))
# hangar=airport.hangar
# for i in range(0,len(airport.hangar)):
# data[i]=len(airport.hangar[i])
# np.savetxt("C:\\Users\\Administrator\\Documents\\Python Project\\FlightRecovery\\hangarNum.txt", data,
# fmt='%d\t')
# np.savetxt("C:\\Users\\Administrator\\Documents\\Python Project\\FlightRecovery\\land.txt",airport.numLand,fmt='%d\t')
# np.savetxt("C:\\Users\\Administrator\\Documents\\Python Project\\FlightRecovery\\off.txt",airport.numOff,fmt='%d\t')
#
# num=0
# for flight in self.Flights:
# if(flight.startAirport==airport or flight.arriveAirport==airport):
# num+=1
# print(num)
def CalculateCost(self):
question=ED['QUESTION']
cancelCost=ED['CANCELCOST']
costInAll=0
if question==1:
for flight in self.Flights:
cost=0
if flight.status=='cancel':
cost+=cancelCost
else:
cost+=flight.realStartTime-flight.startTime
costInAll+=cost
elif question==2:
for flight in self.Flights:
cost=0
if flight.status=='cancel':
cost+=cancelCost
else:
cost+=flight.realStartTime-flight.startTime
if(flight.plane.style!=flight.realPlane.style):
cost+=30*60
costInAll+=cost
elif question==3:
for flight in self.Flights:
cost=0
if flight.status=='cancel':
cost+=cancelCost*flight.plane.seatNum
else:
cost+=(flight.realStartTime-flight.startTime)*flight.realPlane.seatNum
if (flight.plane.style!=flight.realPlane.style):
cost+=30*60*flight.realPlane.seatNum
if(flight.plane.seatNum>flight.realPlane.seatNum):
diff=flight.plane.seatNum-flight.realPlane.seatNum
cost+=2*60*60*diff
costInAll+=cost
elif question==4:
for id in self.passengerID:
cost=0
list=[]
flights = []
for passenger in self.Passengers:
if passenger.id==id:
list.append(passenger)
flights.append(passenger.flight)
flights.sort()
isOK=True
for i in range(0,len(flights)-1):
if flights[i].status=='cancel':
cost+=24*60*60*list[0].population
isOK=False
break
elif(flights[i+1].realStartTime-flights[i].realArriveTime<45*60):
cost+=24*60*60*list[0].population
isOK=False
break
if(isOK):
if flights[len(flights)-1].status=='cancel':
cost += 24 * 60 * 60 * list[0].population
isOK = False
if(isOK):
flight=flights[len(flights)-1]
cost+= (flight.realStartTime-flight.startTime)* list[0].population
costInAll+=cost
return costInAll
def getCost(self,gene):
self.changeDelayTime(gene)
self.ExecuteFlight()
costInAll=self.CalculateCost()
self.recover()
return costInAll
#计算完成之后恢复现场
def recover(self):
for passenger in self.Passengers:
passenger.status='waiting'
for flight in self.Flights:
flight.realStartTime=flight.startTime
flight.realArriveTime=flight.arriveTime
flight.realPlane=flight.plane
flight.cabin=[]
flight.population=0
flight.status='waiting'
flight.CanExchange=True
self.Flights.sort()
st = ED['STARTTIME']
et = ED['ENDTIME']
it = ED['INTERVAL']
num = int((et - st) / it)
for airport in self.Airports:
airport.hangar = []
airport.numOff = np.zeros(num)
airport.numLand = np.zeros(num)
for i in range(0, num):
hangar = []
airport.hangar.append(hangar)
for plane in self.Planes:
plane.Time = []
plane.status = []
if (st != plane.startTime):
t = [st, plane.startTime]
plane.Time.append(t)
plane.status.append('stop')
t = [plane.startTime, plane.endTime]
plane.Time.append(t)
plane.status.append('waiting')
t = [plane.endTime, et]
plane.Time.append(t)
plane.status.append('stop')
self.PlaneToAirport()
self.PassengerToFlight()
def changeDelayTime(self,gene):
for i in range(0,len(gene)):
g=int(gene[i])
delayNum=g&31
self.Flights[i].delay(delayNum)
canExchange=g&32
if(canExchange):
self.Flights[i].CanExchange=True
else:
self.Flights[i].CanExchange=False
if __name__=="__main__":
test=Environment()
# test.ExecuteFlight()
# test.outputFile()
# list=[]
# for flight in test.Flights:
# list.append(flight.realStartTime-flight.startTime)
# a=np.array(list)
# print(np.sum(a)*10)
data=np.loadtxt("E:/BestGene.txt")
proportion=np.loadtxt("E:/BestGeneProportion.txt")
row=data.shape[0]
delaytime=np.zeros(row)
for i in range(row):
delaytime[i]=test.getCost(data[i,:])
np.savetxt("E:/delaytime.txt", delaytime, fmt='%d\t')
# bestIndex=np.where(delaytime==min(delaytime))
# bestIndex=bestIndex[0][0]
# test.changeDelayTime(data[bestIndex,:])
# test.ExecuteFlight()
# test.outputFile()
# print(delaytime[bestIndex])
# delaytime=np.loadtxt("E:/delaytime.txt")
x=np.arange(1,row+1,1)
plt.plot(x,delaytime)
plt.xlabel("Generation")
plt.ylabel("Delay Time")
plt.show()
plt.plot(x,proportion)
plt.xlabel("Generation")
plt.ylabel("Proportion")
plt.show()